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A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy
In this paper we analyze the bipartite network of countries and products from UN data on country production. We define the country-country and product-product projected networks and introduce a novel method of filtering information based on elements’ similarity. As a result we find that country clus...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3477170/ https://www.ncbi.nlm.nih.gov/pubmed/23094044 http://dx.doi.org/10.1371/journal.pone.0047278 |
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author | Caldarelli, Guido Cristelli, Matthieu Gabrielli, Andrea Pietronero, Luciano Scala, Antonio Tacchella, Andrea |
author_facet | Caldarelli, Guido Cristelli, Matthieu Gabrielli, Andrea Pietronero, Luciano Scala, Antonio Tacchella, Andrea |
author_sort | Caldarelli, Guido |
collection | PubMed |
description | In this paper we analyze the bipartite network of countries and products from UN data on country production. We define the country-country and product-product projected networks and introduce a novel method of filtering information based on elements’ similarity. As a result we find that country clustering reveals unexpected socio-geographic links among the most competing countries. On the same footings the products clustering can be efficiently used for a bottom-up classification of produced goods. Furthermore we mathematically reformulate the “reflections method” introduced by Hidalgo and Hausmann as a fixpoint problem; such formulation highlights some conceptual weaknesses of the approach. To overcome such an issue, we introduce an alternative methodology (based on biased Markov chains) that allows to rank countries in a conceptually consistent way. Our analysis uncovers a strong non-linear interaction between the diversification of a country and the ubiquity of its products, thus suggesting the possible need of moving towards more efficient and direct non-linear fixpoint algorithms to rank countries and products in the global market. |
format | Online Article Text |
id | pubmed-3477170 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-34771702012-10-23 A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy Caldarelli, Guido Cristelli, Matthieu Gabrielli, Andrea Pietronero, Luciano Scala, Antonio Tacchella, Andrea PLoS One Research Article In this paper we analyze the bipartite network of countries and products from UN data on country production. We define the country-country and product-product projected networks and introduce a novel method of filtering information based on elements’ similarity. As a result we find that country clustering reveals unexpected socio-geographic links among the most competing countries. On the same footings the products clustering can be efficiently used for a bottom-up classification of produced goods. Furthermore we mathematically reformulate the “reflections method” introduced by Hidalgo and Hausmann as a fixpoint problem; such formulation highlights some conceptual weaknesses of the approach. To overcome such an issue, we introduce an alternative methodology (based on biased Markov chains) that allows to rank countries in a conceptually consistent way. Our analysis uncovers a strong non-linear interaction between the diversification of a country and the ubiquity of its products, thus suggesting the possible need of moving towards more efficient and direct non-linear fixpoint algorithms to rank countries and products in the global market. Public Library of Science 2012-10-19 /pmc/articles/PMC3477170/ /pubmed/23094044 http://dx.doi.org/10.1371/journal.pone.0047278 Text en © 2012 Caldarelli et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Caldarelli, Guido Cristelli, Matthieu Gabrielli, Andrea Pietronero, Luciano Scala, Antonio Tacchella, Andrea A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy |
title | A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy |
title_full | A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy |
title_fullStr | A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy |
title_full_unstemmed | A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy |
title_short | A Network Analysis of Countries’ Export Flows: Firm Grounds for the Building Blocks of the Economy |
title_sort | network analysis of countries’ export flows: firm grounds for the building blocks of the economy |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3477170/ https://www.ncbi.nlm.nih.gov/pubmed/23094044 http://dx.doi.org/10.1371/journal.pone.0047278 |
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